SlideShare a Scribd company logo
1 of 34
Intelligent Methods in Models of Text Information Retrieval: Implications for Society ,[object Object],[object Object]
Donald H. Kraft [1] Distinguished Visiting Professor Department of Computer Science U.S. Air Force Academy USAFA, CO  80840 USA [email_address] Department of Computer Science Louisiana State University Baton Rouge, LA  70803-4020 USA
Societal Implications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
Adversarial IR ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Information Retrieval Repository/Testbed ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Phase I:  Constructing an IR System  Repository (Testbed) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Phase II:  Developing a Web-based  front-end system ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Phase III:  Identifying appropriate user-centered evaluation criteria ,[object Object],[object Object],[object Object],[object Object]
Some Artificial Intelligence Techniques We Have Used For Retrieval ,[object Object],[object Object],[object Object]
Generalization of the Boolean Model - Adding Imprecision (Fuzzy) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Generalizations - Adding Boolean Logic ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Relevance Feedback ,[object Object],[object Object],[object Object]
Boolean Relevance Feedback ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Genetic Algorithm (Programming) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Fuzzy and Rough Sets for Data Mining of a Controlled Vocabulary ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Term relationships ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Extensions ,[object Object],[object Object],[object Object],[object Object]
Fuzzy Clustering ,[object Object],[object Object],[object Object]
Fuzzy Rule Discovery ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object]
User Profiles Via Fuzzy Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
Some Issues - Document Duplication ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object]
Future Directions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
¿ Preguntas?

More Related Content

What's hot

Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494
Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494
Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494Sean Golliher
 
TopicModels_BleiPaper_Summary.pptx
TopicModels_BleiPaper_Summary.pptxTopicModels_BleiPaper_Summary.pptx
TopicModels_BleiPaper_Summary.pptxKalpit Desai
 
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasks
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasksTopic Modeling for Information Retrieval and Word Sense Disambiguation tasks
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasksLeonardo Di Donato
 
Topic model an introduction
Topic model an introductionTopic model an introduction
Topic model an introductionYueshen Xu
 
Topic Modeling - NLP
Topic Modeling - NLPTopic Modeling - NLP
Topic Modeling - NLPRupak Roy
 
Topic Models - LDA and Correlated Topic Models
Topic Models - LDA and Correlated Topic ModelsTopic Models - LDA and Correlated Topic Models
Topic Models - LDA and Correlated Topic ModelsClaudia Wagner
 
Text Data Mining
Text Data MiningText Data Mining
Text Data MiningKU Leuven
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)IJERD Editor
 
Interpreting ‘tree space’ in the context of very large empirical datasets
Interpreting ‘tree space’ in the context of very large empirical datasetsInterpreting ‘tree space’ in the context of very large empirical datasets
Interpreting ‘tree space’ in the context of very large empirical datasetsJoe Parker
 
Discovering Novel Information with sentence Level clustering From Multi-docu...
Discovering Novel Information with sentence Level clustering  From Multi-docu...Discovering Novel Information with sentence Level clustering  From Multi-docu...
Discovering Novel Information with sentence Level clustering From Multi-docu...irjes
 
Topic model, LDA and all that
Topic model, LDA and all thatTopic model, LDA and all that
Topic model, LDA and all thatZhibo Xiao
 
Adversarial and reinforcement learning-based approaches to information retrieval
Adversarial and reinforcement learning-based approaches to information retrievalAdversarial and reinforcement learning-based approaches to information retrieval
Adversarial and reinforcement learning-based approaches to information retrievalBhaskar Mitra
 

What's hot (20)

Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494
Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494
Probabilistic Retrieval Models - Sean Golliher Lecture 8 MSU CSCI 494
 
Term weighting
Term weightingTerm weighting
Term weighting
 
Topic Modeling
Topic ModelingTopic Modeling
Topic Modeling
 
TopicModels_BleiPaper_Summary.pptx
TopicModels_BleiPaper_Summary.pptxTopicModels_BleiPaper_Summary.pptx
TopicModels_BleiPaper_Summary.pptx
 
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasks
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasksTopic Modeling for Information Retrieval and Word Sense Disambiguation tasks
Topic Modeling for Information Retrieval and Word Sense Disambiguation tasks
 
Topic Models
Topic ModelsTopic Models
Topic Models
 
Topic model an introduction
Topic model an introductionTopic model an introduction
Topic model an introduction
 
Topic Modeling - NLP
Topic Modeling - NLPTopic Modeling - NLP
Topic Modeling - NLP
 
Topic Models - LDA and Correlated Topic Models
Topic Models - LDA and Correlated Topic ModelsTopic Models - LDA and Correlated Topic Models
Topic Models - LDA and Correlated Topic Models
 
Ir models
Ir modelsIr models
Ir models
 
Lec 4,5
Lec 4,5Lec 4,5
Lec 4,5
 
Text Data Mining
Text Data MiningText Data Mining
Text Data Mining
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
A-Study_TopicModeling
A-Study_TopicModelingA-Study_TopicModeling
A-Study_TopicModeling
 
Motif andpatterndatabase
Motif andpatterndatabaseMotif andpatterndatabase
Motif andpatterndatabase
 
Interpreting ‘tree space’ in the context of very large empirical datasets
Interpreting ‘tree space’ in the context of very large empirical datasetsInterpreting ‘tree space’ in the context of very large empirical datasets
Interpreting ‘tree space’ in the context of very large empirical datasets
 
Discovering Novel Information with sentence Level clustering From Multi-docu...
Discovering Novel Information with sentence Level clustering  From Multi-docu...Discovering Novel Information with sentence Level clustering  From Multi-docu...
Discovering Novel Information with sentence Level clustering From Multi-docu...
 
Topic model, LDA and all that
Topic model, LDA and all thatTopic model, LDA and all that
Topic model, LDA and all that
 
Ir 08
Ir   08Ir   08
Ir 08
 
Adversarial and reinforcement learning-based approaches to information retrieval
Adversarial and reinforcement learning-based approaches to information retrievalAdversarial and reinforcement learning-based approaches to information retrieval
Adversarial and reinforcement learning-based approaches to information retrieval
 

Similar to Intelligent Methods in Models of Text Information Retrieval: Implications for Society

Query Translation for Ontology-extended Data Sources
Query Translation for Ontology-extended Data SourcesQuery Translation for Ontology-extended Data Sources
Query Translation for Ontology-extended Data SourcesJie Bao
 
Language Technology Enhanced Learning
Language Technology Enhanced LearningLanguage Technology Enhanced Learning
Language Technology Enhanced Learningtelss09
 
Interactive Information Retrieval inspired by Quantum Theory
Interactive Information Retrieval inspired by Quantum TheoryInteractive Information Retrieval inspired by Quantum Theory
Interactive Information Retrieval inspired by Quantum TheoryIngo Frommholz
 
A Primer on Entity Resolution
A Primer on Entity ResolutionA Primer on Entity Resolution
A Primer on Entity ResolutionBenjamin Bengfort
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligencevini89
 
IR-ranking
IR-rankingIR-ranking
IR-rankingFELIX75
 
Learning Content and Usage Factors Simultaneously
Learning Content and Usage Factors SimultaneouslyLearning Content and Usage Factors Simultaneously
Learning Content and Usage Factors SimultaneouslyArnab Bhadury
 
Rules for inducing hierarchies from social tagging data
Rules for inducing hierarchies from social tagging dataRules for inducing hierarchies from social tagging data
Rules for inducing hierarchies from social tagging dataHang Dong
 
Introduction to data analysis using R
Introduction to data analysis using RIntroduction to data analysis using R
Introduction to data analysis using RVictoria López
 
Recommender Systems in the Linked Data era
Recommender Systems in the Linked Data eraRecommender Systems in the Linked Data era
Recommender Systems in the Linked Data eraRoku
 
Fosdem 2013 petra selmer flexible querying of graph data
Fosdem 2013 petra selmer   flexible querying of graph dataFosdem 2013 petra selmer   flexible querying of graph data
Fosdem 2013 petra selmer flexible querying of graph dataPetra Selmer
 
FRSAD Functional Requirements for Subject Authority Data model
FRSAD Functional Requirements for Subject Authority Data modelFRSAD Functional Requirements for Subject Authority Data model
FRSAD Functional Requirements for Subject Authority Data modelMarcia Zeng
 
ECO_TEXT_CLUSTERING
ECO_TEXT_CLUSTERINGECO_TEXT_CLUSTERING
ECO_TEXT_CLUSTERINGGeorge Simov
 
Higher Order Learning
Higher Order LearningHigher Order Learning
Higher Order Learningbutest
 
Document ranking using qprp with concept of multi dimensional subspace
Document ranking using qprp with concept of multi dimensional subspaceDocument ranking using qprp with concept of multi dimensional subspace
Document ranking using qprp with concept of multi dimensional subspacePrakash Dubey
 
Introduction to Regression Analysis and R
Introduction to Regression Analysis and R   Introduction to Regression Analysis and R
Introduction to Regression Analysis and R Rachana Taneja Bhatia
 

Similar to Intelligent Methods in Models of Text Information Retrieval: Implications for Society (20)

Query Translation for Ontology-extended Data Sources
Query Translation for Ontology-extended Data SourcesQuery Translation for Ontology-extended Data Sources
Query Translation for Ontology-extended Data Sources
 
Language Technology Enhanced Learning
Language Technology Enhanced LearningLanguage Technology Enhanced Learning
Language Technology Enhanced Learning
 
Interactive Information Retrieval inspired by Quantum Theory
Interactive Information Retrieval inspired by Quantum TheoryInteractive Information Retrieval inspired by Quantum Theory
Interactive Information Retrieval inspired by Quantum Theory
 
A Primer on Entity Resolution
A Primer on Entity ResolutionA Primer on Entity Resolution
A Primer on Entity Resolution
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Token
TokenToken
Token
 
IR-ranking
IR-rankingIR-ranking
IR-ranking
 
Learning Content and Usage Factors Simultaneously
Learning Content and Usage Factors SimultaneouslyLearning Content and Usage Factors Simultaneously
Learning Content and Usage Factors Simultaneously
 
A Survey of Entity Ranking over RDF Graphs
A Survey of Entity Ranking over RDF GraphsA Survey of Entity Ranking over RDF Graphs
A Survey of Entity Ranking over RDF Graphs
 
R introduction v2
R introduction v2R introduction v2
R introduction v2
 
Rules for inducing hierarchies from social tagging data
Rules for inducing hierarchies from social tagging dataRules for inducing hierarchies from social tagging data
Rules for inducing hierarchies from social tagging data
 
Introduction to data analysis using R
Introduction to data analysis using RIntroduction to data analysis using R
Introduction to data analysis using R
 
Recommender Systems in the Linked Data era
Recommender Systems in the Linked Data eraRecommender Systems in the Linked Data era
Recommender Systems in the Linked Data era
 
Fosdem 2013 petra selmer flexible querying of graph data
Fosdem 2013 petra selmer   flexible querying of graph dataFosdem 2013 petra selmer   flexible querying of graph data
Fosdem 2013 petra selmer flexible querying of graph data
 
FRSAD Functional Requirements for Subject Authority Data model
FRSAD Functional Requirements for Subject Authority Data modelFRSAD Functional Requirements for Subject Authority Data model
FRSAD Functional Requirements for Subject Authority Data model
 
ECO_TEXT_CLUSTERING
ECO_TEXT_CLUSTERINGECO_TEXT_CLUSTERING
ECO_TEXT_CLUSTERING
 
Higher Order Learning
Higher Order LearningHigher Order Learning
Higher Order Learning
 
Document ranking using qprp with concept of multi dimensional subspace
Document ranking using qprp with concept of multi dimensional subspaceDocument ranking using qprp with concept of multi dimensional subspace
Document ranking using qprp with concept of multi dimensional subspace
 
Some Information Retrieval Models and Our Experiments for TREC KBA
Some Information Retrieval Models and Our Experiments for TREC KBASome Information Retrieval Models and Our Experiments for TREC KBA
Some Information Retrieval Models and Our Experiments for TREC KBA
 
Introduction to Regression Analysis and R
Introduction to Regression Analysis and R   Introduction to Regression Analysis and R
Introduction to Regression Analysis and R
 

More from inscit2006

Information Searcher-Provider Fit through Information Presentation and Visual...
Information Searcher-Provider Fit through Information Presentation and Visual...Information Searcher-Provider Fit through Information Presentation and Visual...
Information Searcher-Provider Fit through Information Presentation and Visual...inscit2006
 
Difference of application of fuzzy rough sets and probability random on targe...
Difference of application of fuzzy rough sets and probability random on targe...Difference of application of fuzzy rough sets and probability random on targe...
Difference of application of fuzzy rough sets and probability random on targe...inscit2006
 
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...inscit2006
 
Weighted Naïve Bayes Model for Semi-Structured Document Categorization
Weighted Naïve Bayes Model for Semi-Structured Document CategorizationWeighted Naïve Bayes Model for Semi-Structured Document Categorization
Weighted Naïve Bayes Model for Semi-Structured Document Categorizationinscit2006
 
The role of education within the framework of information sciences and techno...
The role of education within the framework of information sciences and techno...The role of education within the framework of information sciences and techno...
The role of education within the framework of information sciences and techno...inscit2006
 
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...inscit2006
 
A Comparative Study of RDBMs and OODBMs in Relation to Security of Data
A Comparative Study of RDBMs and OODBMs in Relation to Security of DataA Comparative Study of RDBMs and OODBMs in Relation to Security of Data
A Comparative Study of RDBMs and OODBMs in Relation to Security of Datainscit2006
 
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...inscit2006
 
Designing People’s Interconnections in Mobile Social Networks
Designing People’s Interconnections in Mobile Social NetworksDesigning People’s Interconnections in Mobile Social Networks
Designing People’s Interconnections in Mobile Social Networksinscit2006
 
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...inscit2006
 
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...inscit2006
 
Visualization of Multidimensional Information from Scientific Computations
Visualization of Multidimensional Information from Scientific ComputationsVisualization of Multidimensional Information from Scientific Computations
Visualization of Multidimensional Information from Scientific Computationsinscit2006
 
High dimensional Data Visualization using Star Coordinates on Three Dimensions
High dimensional Data Visualization using Star Coordinates on Three DimensionsHigh dimensional Data Visualization using Star Coordinates on Three Dimensions
High dimensional Data Visualization using Star Coordinates on Three Dimensionsinscit2006
 
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...inscit2006
 
Improvement in Quality of Speech associated with Braille codes - A Review
Improvement in Quality of Speech associated with Braille codes - A ReviewImprovement in Quality of Speech associated with Braille codes - A Review
Improvement in Quality of Speech associated with Braille codes - A Reviewinscit2006
 
Identificación de Nombres de Genes en la Literatura Biomédica
Identificación de Nombres de Genes en la Literatura BiomédicaIdentificación de Nombres de Genes en la Literatura Biomédica
Identificación de Nombres de Genes en la Literatura Biomédicainscit2006
 
An Intuitive Natural Language Understanding System
An Intuitive Natural Language Understanding SystemAn Intuitive Natural Language Understanding System
An Intuitive Natural Language Understanding Systeminscit2006
 
Requirement analysis for mobile information exchange in the police using a ti...
Requirement analysis for mobile information exchange in the police using a ti...Requirement analysis for mobile information exchange in the police using a ti...
Requirement analysis for mobile information exchange in the police using a ti...inscit2006
 
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...inscit2006
 
Information updated and conveyed by the neural network systems
Information updated and conveyed by the neural network systemsInformation updated and conveyed by the neural network systems
Information updated and conveyed by the neural network systemsinscit2006
 

More from inscit2006 (20)

Information Searcher-Provider Fit through Information Presentation and Visual...
Information Searcher-Provider Fit through Information Presentation and Visual...Information Searcher-Provider Fit through Information Presentation and Visual...
Information Searcher-Provider Fit through Information Presentation and Visual...
 
Difference of application of fuzzy rough sets and probability random on targe...
Difference of application of fuzzy rough sets and probability random on targe...Difference of application of fuzzy rough sets and probability random on targe...
Difference of application of fuzzy rough sets and probability random on targe...
 
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...
The Interaction of Navigation Instructions and Visual Attention in Dynamic Au...
 
Weighted Naïve Bayes Model for Semi-Structured Document Categorization
Weighted Naïve Bayes Model for Semi-Structured Document CategorizationWeighted Naïve Bayes Model for Semi-Structured Document Categorization
Weighted Naïve Bayes Model for Semi-Structured Document Categorization
 
The role of education within the framework of information sciences and techno...
The role of education within the framework of information sciences and techno...The role of education within the framework of information sciences and techno...
The role of education within the framework of information sciences and techno...
 
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...
A Metadata-Driven Approach to Computing Financial Analytics in a Relational D...
 
A Comparative Study of RDBMs and OODBMs in Relation to Security of Data
A Comparative Study of RDBMs and OODBMs in Relation to Security of DataA Comparative Study of RDBMs and OODBMs in Relation to Security of Data
A Comparative Study of RDBMs and OODBMs in Relation to Security of Data
 
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...
iCE- Interactive Co-innovation Environment Software, Spatial Mapping Tools fo...
 
Designing People’s Interconnections in Mobile Social Networks
Designing People’s Interconnections in Mobile Social NetworksDesigning People’s Interconnections in Mobile Social Networks
Designing People’s Interconnections in Mobile Social Networks
 
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...
Visual Literacy: A Semiotic Analysis of Icons as Visual Information Represent...
 
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...
Visualizing Search Term Relevance, Boolean Operators, and Phrases using the C...
 
Visualization of Multidimensional Information from Scientific Computations
Visualization of Multidimensional Information from Scientific ComputationsVisualization of Multidimensional Information from Scientific Computations
Visualization of Multidimensional Information from Scientific Computations
 
High dimensional Data Visualization using Star Coordinates on Three Dimensions
High dimensional Data Visualization using Star Coordinates on Three DimensionsHigh dimensional Data Visualization using Star Coordinates on Three Dimensions
High dimensional Data Visualization using Star Coordinates on Three Dimensions
 
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...
Knowledge Discovery in Environmental Impact Report’s summary texts: an explor...
 
Improvement in Quality of Speech associated with Braille codes - A Review
Improvement in Quality of Speech associated with Braille codes - A ReviewImprovement in Quality of Speech associated with Braille codes - A Review
Improvement in Quality of Speech associated with Braille codes - A Review
 
Identificación de Nombres de Genes en la Literatura Biomédica
Identificación de Nombres de Genes en la Literatura BiomédicaIdentificación de Nombres de Genes en la Literatura Biomédica
Identificación de Nombres de Genes en la Literatura Biomédica
 
An Intuitive Natural Language Understanding System
An Intuitive Natural Language Understanding SystemAn Intuitive Natural Language Understanding System
An Intuitive Natural Language Understanding System
 
Requirement analysis for mobile information exchange in the police using a ti...
Requirement analysis for mobile information exchange in the police using a ti...Requirement analysis for mobile information exchange in the police using a ti...
Requirement analysis for mobile information exchange in the police using a ti...
 
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...
Parametric Study to Enhance Genetic Algorithm's Performance using Ranked base...
 
Information updated and conveyed by the neural network systems
Information updated and conveyed by the neural network systemsInformation updated and conveyed by the neural network systems
Information updated and conveyed by the neural network systems
 

Recently uploaded

Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxBkGupta21
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 

Recently uploaded (20)

Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
unit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptxunit 4 immunoblotting technique complete.pptx
unit 4 immunoblotting technique complete.pptx
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 

Intelligent Methods in Models of Text Information Retrieval: Implications for Society

  • 1.
  • 2. Donald H. Kraft [1] Distinguished Visiting Professor Department of Computer Science U.S. Air Force Academy USAFA, CO 80840 USA [email_address] Department of Computer Science Louisiana State University Baton Rouge, LA 70803-4020 USA
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 24.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.